Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204454773> ?p ?o ?g. }
Showing items 1 to 84 of
84
with 100 items per page.
- W3204454773 abstract "Convolution filters in deep convolutional networks display rotation variant behavior. While learned invariant behavior can be partially achieved, this paper shows that current methods of utilizing rotation variant features can be improved by proposing a grid-based graph convolutional network. By performing spectral graph convolutions on features extracted from subareas of images, we are able to take advantage of the geometric nature of relational machine learning in graph neural networks to be able to overcome rotation variant features to perform object localization. We demonstrate that Grid-GCN heavily outperforms existing models on rotated images, and through a set of ablation studies, we show how the performance of Grid-GCN implies that there exist more performant methods to utilize fundamentally rotation variant features and we conclude that the inherit nature of spectral graph convolutions is able to learn invariant behavior." @default.
- W3204454773 created "2021-10-11" @default.
- W3204454773 creator A5029347856 @default.
- W3204454773 creator A5044883724 @default.
- W3204454773 date "2021-09-26" @default.
- W3204454773 modified "2023-09-23" @default.
- W3204454773 title "Rotation Invariance in Graph Convolutional Networks" @default.
- W3204454773 cites W1861492603 @default.
- W3204454773 cites W2087016914 @default.
- W3204454773 cites W2102605133 @default.
- W3204454773 cites W2194775991 @default.
- W3204454773 cites W2402144811 @default.
- W3204454773 cites W2620760558 @default.
- W3204454773 cites W2792481260 @default.
- W3204454773 cites W2918342466 @default.
- W3204454773 cites W2954137266 @default.
- W3204454773 cites W2963037989 @default.
- W3204454773 cites W2964015378 @default.
- W3204454773 cites W2964091144 @default.
- W3204454773 cites W2964121744 @default.
- W3204454773 cites W2964311892 @default.
- W3204454773 cites W2964321699 @default.
- W3204454773 cites W2970971581 @default.
- W3204454773 cites W2970990666 @default.
- W3204454773 cites W2971315489 @default.
- W3204454773 cites W2971688585 @default.
- W3204454773 cites W2982389494 @default.
- W3204454773 cites W2988916019 @default.
- W3204454773 cites W2997428102 @default.
- W3204454773 cites W2999309192 @default.
- W3204454773 cites W3016719260 @default.
- W3204454773 cites W3018757597 @default.
- W3204454773 cites W3028392891 @default.
- W3204454773 cites W3034681945 @default.
- W3204454773 cites W3036415994 @default.
- W3204454773 cites W3044330909 @default.
- W3204454773 cites W3082768551 @default.
- W3204454773 cites W3091862797 @default.
- W3204454773 cites W3096966254 @default.
- W3204454773 cites W3099452838 @default.
- W3204454773 cites W3102779874 @default.
- W3204454773 cites W3106250896 @default.
- W3204454773 cites W3109301572 @default.
- W3204454773 cites W3152893301 @default.
- W3204454773 cites W3158261146 @default.
- W3204454773 cites W3191338014 @default.
- W3204454773 cites W639708223 @default.
- W3204454773 doi "https://doi.org/10.15439/2021f140" @default.
- W3204454773 hasPublicationYear "2021" @default.
- W3204454773 type Work @default.
- W3204454773 sameAs 3204454773 @default.
- W3204454773 citedByCount "1" @default.
- W3204454773 countsByYear W32044547732022 @default.
- W3204454773 crossrefType "proceedings-article" @default.
- W3204454773 hasAuthorship W3204454773A5029347856 @default.
- W3204454773 hasAuthorship W3204454773A5044883724 @default.
- W3204454773 hasBestOaLocation W32044547731 @default.
- W3204454773 hasConcept C132525143 @default.
- W3204454773 hasConcept C154945302 @default.
- W3204454773 hasConcept C41008148 @default.
- W3204454773 hasConcept C74050887 @default.
- W3204454773 hasConcept C80444323 @default.
- W3204454773 hasConceptScore W3204454773C132525143 @default.
- W3204454773 hasConceptScore W3204454773C154945302 @default.
- W3204454773 hasConceptScore W3204454773C41008148 @default.
- W3204454773 hasConceptScore W3204454773C74050887 @default.
- W3204454773 hasConceptScore W3204454773C80444323 @default.
- W3204454773 hasLocation W32044547731 @default.
- W3204454773 hasOpenAccess W3204454773 @default.
- W3204454773 hasPrimaryLocation W32044547731 @default.
- W3204454773 hasRelatedWork W2107367999 @default.
- W3204454773 hasRelatedWork W2381654420 @default.
- W3204454773 hasRelatedWork W2391817034 @default.
- W3204454773 hasRelatedWork W2393116105 @default.
- W3204454773 hasRelatedWork W2401401198 @default.
- W3204454773 hasRelatedWork W2801014462 @default.
- W3204454773 hasRelatedWork W2911577051 @default.
- W3204454773 hasRelatedWork W2972446635 @default.
- W3204454773 hasRelatedWork W3107474891 @default.
- W3204454773 hasRelatedWork W4317655900 @default.
- W3204454773 isParatext "false" @default.
- W3204454773 isRetracted "false" @default.
- W3204454773 magId "3204454773" @default.
- W3204454773 workType "article" @default.